Speaker identification through artificial intelligence techniques: A comprehensive review and research challenges
Speech is a powerful medium of communication that always convey rich and useful
information, such as gender, accent, and other unique characteristics of a speaker. These …
information, such as gender, accent, and other unique characteristics of a speaker. These …
Speaker verification with short utterances: a review of challenges, trends and opportunities
Automatic speaker verification (ASV) technology now reports a reasonable level of accuracy
in its applications in voice‐based biometric systems. However, it requires adequate amount …
in its applications in voice‐based biometric systems. However, it requires adequate amount …
[HTML][HTML] Text-dependent speaker verification: Classifiers, databases and RSR2015
The RSR2015 database, designed to evaluate text-dependent speaker verification systems
under different durations and lexical constraints has been collected and released by the …
under different durations and lexical constraints has been collected and released by the …
A study of interspeaker variability in speaker verification
P Kenny, P Ouellet, N Dehak, V Gupta… - … on Audio, Speech …, 2008 - ieeexplore.ieee.org
We propose a new approach to the problem of estimating the hyperparameters which define
the interspeaker variability model in joint factor analysis. We tested the proposed estimation …
the interspeaker variability model in joint factor analysis. We tested the proposed estimation …
PLDA based speaker recognition on short utterances
This paper investigates the effects of limited speech data in the context of speaker
verification using a probabilistic linear discriminant analysis (PLDA) approach. Being able to …
verification using a probabilistic linear discriminant analysis (PLDA) approach. Being able to …
Improving short utterance i-vector speaker verification using utterance variance modelling and compensation techniques
This paper proposes techniques to improve the performance of i-vector based speaker
verification systems when only short utterances are available. Short-length utterance i …
verification systems when only short utterances are available. Short-length utterance i …
I-vectors in the context of phonetically-constrained short utterances for speaker verification
Short speech duration remains a critical factor of performance degradation when deploying
a speaker verification system. To overcome this difficulty, a large number of commercial …
a speaker verification system. To overcome this difficulty, a large number of commercial …
A study of x-vector based speaker recognition on short utterances
The aim of this work is to gain insights into how the deep neural network (DNN) models
should be trained for short utterance evaluation conditions in an x-vector based speaker …
should be trained for short utterance evaluation conditions in an x-vector based speaker …
Phonetically-constrained PLDA modeling for text-dependent speaker verification with multiple short utterances
The importance of phonetic variability for short duration speaker verification is widely
acknowledged. This paper assesses the performance of Probabilistic Linear Discriminant …
acknowledged. This paper assesses the performance of Probabilistic Linear Discriminant …
Improving short utterance speaker recognition by modeling speech unit classes
Short utterance speaker recognition (SUSR) is highly challenging due to the limited
enrollment and/or test data. We argue that the difficulty can be largely attributed to the …
enrollment and/or test data. We argue that the difficulty can be largely attributed to the …